{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c617f710-1130-475c-9958-d4819d539f15",
   "metadata": {},
   "source": [
    "# XSOSI Annual Report\n",
    "\n",
    "This is an annual report for XSOSI from 2022.6 to 2023.6."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2296a205-e71f-45ba-b949-857e2b997b77",
   "metadata": {},
   "outputs": [],
   "source": [
    "var openDigger = require('../../src/open_digger');\n",
    "var now = new Date();\n",
    "var startYear = 2022, startMonth = 7, endYear = 2023, endMonth = 6;\n",
    "var forEveryMonth = f => {\n",
    "    var index = 0;\n",
    "    for (var y = startYear; y <= endYear; y++)\n",
    "        for (var m = (y === startYear ? startMonth : 1); m <= (y === endYear ? endMonth : 12); m++)\n",
    "            f(y, m, index++);\n",
    "};\n",
    "var repoIds = [288431943, 470364208, 467768946, 461374162, 471252840, 477937218, 428629051, 262909684, 221379769, 259035151, 358757145, 502755745, 508325123, 533339106, 572845686, 639923640 ];\n",
    "var monthes = [];\n",
    "forEveryMonth((y, m) => monthes.push(`${y}-${m}`));\n",
    "var getEmptyArray = () => new Array(12).fill(0);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d3dd20c9-9248-430d-a942-ac2a7e6c3e0c",
   "metadata": {},
   "outputs": [],
   "source": [
    "var https = require('https');\n",
    "var getData = async (name, type) => {\n",
    "    return new Promise(resolve => {\n",
    "        https.get(`https://oss.x-lab.info/open_digger/github/${name}/${type}.json`, resp=>{\n",
    "            let data = '';\n",
    "            resp.on('data', chunk => data += chunk);\n",
    "            resp.on('end', () => resolve(JSON.parse(data)));\n",
    "        }).on(\"error\", err => resolve([]));\n",
    "    });\n",
    "};"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2a9d8c5a-cb1a-4577-b1d1-5e68a2d190f3",
   "metadata": {},
   "outputs": [],
   "source": [
    "var repoCountTrend = getEmptyArray();\n",
    "var activityTrend = getEmptyArray();\n",
    "var starsTrend = getEmptyArray();\n",
    "var openrankTrend = getEmptyArray();\n",
    "var participantsTrend = getEmptyArray();\n",
    "var averageOpenRankTrend = getEmptyArray();\n",
    "var averageActivityTrend = getEmptyArray();\n",
    "var openrankDetails = new Map();\n",
    "\n",
    "openDigger.driver.clickhouse.query(`SELECT repo_id, argMax(repo_name, created_at) FROM gh_repo_openrank WHERE repo_id IN (${repoIds.join(',')}) GROUP BY repo_id`).then(async data => {\n",
    "    var repos = data.map(row => row[1]);\n",
    "    var activity = await Promise.all(repos.map(n => getData(n, 'activity')));\n",
    "    var stars = await Promise.all(repos.map(n => getData(n, 'stars')));\n",
    "    var openrank = await Promise.all(repos.map(n => getData(n, 'openrank')));\n",
    "    var participants = await Promise.all(repos.map(n => getData(n, 'participants')));\n",
    "    \n",
    "    forEveryMonth((y, m, i) => {\n",
    "        var key = `${y}-${m.toString().padStart(2, '0')}`;\n",
    "        activity.forEach(r => { repoCountTrend[i] += r[key] ? 1 : 0; activityTrend[i] += r[key] ?? 0; } );\n",
    "        stars.forEach(r => starsTrend[i] += r[key] ?? 0);\n",
    "        openrank.forEach(r => openrankTrend[i] += r[key] ?? 0);\n",
    "        participants.forEach(r => participantsTrend[i] += r[key] ?? 0);\n",
    "    });\n",
    "    \n",
    "    averageOpenRankTrend = openrankTrend.map((o, i) => o / repoCountTrend[i]);\n",
    "    averageActivityTrend = activityTrend.map((o, i) => o / repoCountTrend[i]);\n",
    "});\n",
    "    \n",
    "    \n",
    "var details = JSON.parse(fs.readFileSync('./detail.json'));\n",
    "forEveryMonth((y, m, i) => {\n",
    "    details[`${y}-${m}`].total.forEach(d => {\n",
    "        if (!openrankDetails.has(d.login)) openrankDetails.set(d.login, getEmptyArray());\n",
    "        openrankDetails.get(d.login)[i] += d.openrank;\n",
    "    });\n",
    "});"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "fed09b75-15db-42cd-81d6-abbee5afc0b1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "type": "scatter",
         "x": [
          "2022-7",
          "2022-8",
          "2022-9",
          "2022-10",
          "2022-11",
          "2022-12",
          "2023-1",
          "2023-2",
          "2023-3",
          "2023-4",
          "2023-5",
          "2023-6"
         ],
         "y": [
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0
         ]
        }
       ],
       "layout": {
        "autosize": true,
        "title": {
         "text": "XSOSI Repo Count Trending"
        },
        "xaxis": {
         "autorange": true,
         "range": [
          "2022-06-10 22:55:17.1032",
          "2023-06-21 01:04:42.8968"
         ],
         "type": "date"
        },
        "yaxis": {
         "autorange": true,
         "range": [
          -1,
          1
         ],
         "type": "linear"
        }
       }
      },
      "image/png": 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oCml083w9ibW7rdE54tenCeJqn5qqYEyBi1aZaTVg/IAD3Q9s7733jh60oH402hRaqv1JQZwu4dUljPGllrX3H4uPq5v8675ijVZ51Z67WSjUqH3tnK9RiKZjNrtHXKMVcfGlvFUGcfF96b773e82vIee6vvtb3+76Yq4RgFZoyftFhHEqV26RFw/h7179+4oKUFcK+9EvAYBBBBAAAH3BQji3K8hPUAAAQQQQKBbAT0l85hjjonCJN3XTavcFKppxVXtU1O1Okj3z6p9imTtgXXvLd3fSk+a3GmnnaLj6L5bOo4u79P9u+o3PVVSK+Hip3+2e468gjhdijh69Gjz9NNPmxEjRpgzzzwz6qdWJum+YZ/73OfMn/70p24dmwVxukxTlzXG9yXTQzEUeCkk0s3/a7f48kc9vbP+Kau1r9P9zfRUVj1oQMaNNvVJnrrfWavniy8n1jjQvdDizbUgToGn7t32m9/8ptsnjLazIi5+OMWECRPMAgss0G1A1uqlqY0Cv3jf+lWRBHG8kSOAAAIIIBCGAEFcGHWmlwgggAACgQroUrsf/OAH0QocPWVSD2DQFgcZtQ9t0KWop5xyijn44IOjhzTUbtpfN+zXkyJ1ry3dC0tb/BTSTTbZxPzyl7/stMLnX//6V/RkVm3x/cTSnEP7Z10Rp2MolNHqvPfff9/oAQS6v5g2PZRBT9xUW9WP2k33X1t22WWjJ202CuIUhun+cOpXvMJQT8CUuS6P1MMs4pvx6xw6l/5eIVKzwFPnf/HFFyNvbQpRN9poo07t0iW1CtV0L7mVV1655fPFlxPrARPxvdV0ibACrUceecTUPzW11RVxslTImRQwNvoxTHpYQ6NLU++7776ozQpQtcKxdmWZLsPWgzk22GCDtlbE/epXvzL//Oc/o3Gh8aFN9VWYrHCulYc11N8jTseovwQ2/tnbdNNNozGjcfDyyy9Hl4prhSYPawj0zZpuI4AAAggEI0AQF0yp6SgCCCCAQIgCCpcUiCmA0j3i4k3BmsIiBXXxwxYUJimE06aAQwHPsGHDooBF94nTProkVZemxtsrr7wSXdqpf9MKr6997WumX79+5plnnjEPPfRQ9LI999zT7LzzztH/b/ccOo4CoiuuuCI6hy6tXWGFFaKHJ3S3NbvMUO0dNWpU9NTP+NJR9U3BlDY9dEIr5nQJrkI4BSO6/HaVVVbpCOJ0eav6qYBNwc1LL70UBZwKOuNN++jSXT3YQpeZ6r5vl112WXRfPK2K04MCkjYFTAqptOn8q6++emSgG/0/9dRT0d/HIV2r51NNFLbpst1tt902as/dd98d/aktbRCnp8Pq3mpy0MpAPXBCqyZrH0bQrL9pgjgdK37owcCBA6PgTA9ekI1qovv1yaSdFXHaV8fUpoc16PJWrSbVWNCWVxA3bdq0KJBVLVUHrSiN/evPkzRG+HcEEEAAAQQQcE+AIM69mtFiBBBAAAEEWhKIVw0pHLnooou6rMDSqiGtaFMQoBBF4dRVV11lJk6c2BE+xCdSYKAwTeFdvMIr/jc9rED3PouDt/jvBw8eHD09NH5Cqf5ewUg759AKq/pLRrVqLV5p1wxCQZz6Fd+Iv/Z1cRilv9Mlqquuumr0FFCt9NOKv9ptzTXXNLpMtHZFnIIfraqLt6985Svm8MMPjwLIeNOTWhVOXXfddR1/J0Ndqrrddtu1VD+9SJenqo1aTVe7yVaX1OryVwVG7ZwvXtkXH0+XqC633HLmjjvu6PQEXF2q2WhFXHy/wdp7xKmuWjmmMadxpE2XMisQS9q0alCXytavBIsva9YqPoWv9ZsuK1b4qRrH59Rr9DRaBV1aidZdEKeAVPvV1ii+72F8Lh1L4/euu+5KHcQ1Oo/u0ajxofCvf//+Uciqmip8befejUm2/DsCCCCAAAII2CdAEGdfTWgRAggggAAClQso5NBKIAUZWtU1aNCgxDbpMj49nEFPZh0+fHh0CWZ3W5pzJDYi4wvUJl32qfvdLbnkktGKpXirvTRVK70UUmnFoAK/ZptWwk2dOjW6dFKXuOpps2k2BW2y1fG08rD2qZ61x2v1fFqV9cYbb0QrHxUs5rXp/Aoz1cb4gRh5HbvZcTTudDmwwlGNVQVbWTatVHvhhRciFx2vrE2Bqy6B1YNFtBqVDQEEEEAAAQT8FCCI87Ou9AoBBBBAAAEEchZo9rCGnE/D4QIQ0L0Y46fxKpzV5eNaDadVcboMO21gGwAdXUQAAQQQQMB5AYI450tIBxBAAAEEEECgDAGCuDKUwziH7kFXv+kedyeccEJ0j0I2BBBAAAEEEPBXgCDO39rSMwQQQAABBBDIUUD3kXv22WejG/k3uzQ0x9NxKI8F9ACU5557zugSYV3Crfs4rrPOOtEl0WwIIIAAAggg4LcAQZzf9aV3CCCAAAIIIIAAAggggAACCCCAAAKWCBDEWVIImoEAAggggAACCCCAAAIIIIAAAggg4LcAQZzf9aV3CCCAAAIIIIAAAggggAACCCCAAAKWCBDEWVIImoEAAggggAACCCCAAAIIIIAAAggg4LcAQZzf9aV3CCCAAAIIIIAAAggggAACCCCAAAKWCBDEWVIImoEAAggggAACCCCAAAIIIIAAAggg4LcAQZzf9aV3CCCAAAIIIIAAAggggAACCCCAAAKWCBDEWVIImoEAAggggAACCCCAAAIIIIAAAggg4LcAQZzf9aV3CCCAAAIIIIAAAggggAACCCCAAAKWCBDEWVIImoEAAggggAACCCCAAAIIIIAAAggg4LcAQZzf9aV3CCCAAAIIIIAAAggggAACCCCAAAKWCBDEWVIImoEAAggggAACCCCAAAIIIIAAAggg4LcAQZzf9aV3CCCAAAIIIIAAAggggAACCCCAAAKWCBDEWVIImoEAAggggAACCCCAAAIIIIAAAggg4LcAQZzf9aV3CCCAAAIIIIAAAggggAACCCCAAAKWCBDEWVIImoEAAggggAACCCCAAAIIIIAAAggg4LcAQZzf9aV3CCCAAAIIIIAAAggggAACCCCAAAKWCBDEWVIImoEAAggggAACCCCAAAIIIIAAAggg4LcAQZzf9aV3CCCAAAIIIIAAAggggAACCCCAAAKWCBDEWVIImoEAAggggAACCCCAAAIIIIAAAggg4LcAQZzf9aV3CCCAAAIIIIAAAggggAACCCCAAAKWCBDEWVIImoEAAggggAACCCCAAAIIIIAAAggg4LcAQZzf9aV3CCCAAAIIIIAAAggggAACCCCAAAKWCBDEWVIImoEAAggggAACCCCAAAIIIIAAAggg4LcAQZzf9aV3CCCAAAIIIIAAAggggAACCCCAAAKWCBDEWVIImoEAAggggAACCCCAAAIIIIAAAggg4LcAQZzf9aV3CCCAAAIIIIAAAggggAACCCCAAAKWCBDEWVIImoEAAggggAACCCCAAAIIIIAAAggg4LcAQZzf9aV3CCCAAAIIIIAAAggggAACCCCAAAKWCBDEWVIImoEAAggggAACCCCAAAIIIIAAAggg4LcAQZzf9aV3CCCAAAIIIIAAAggggAACCCCAAAKWCBDEWVIImoEAAggggAACCCCAAAIIIIAAAggg4LcAQZzf9aV3CCCAAAIIIIAAAggggAACCCCAAAKWCBDEWVIImoEAAggggAACCCCAAAIIIIAAAggg4LcAQZzf9aV3CCCAAAIIIIAAAggggAACCCCAAAKWCBDEWVIImoEAAggggAACCCCAAAIIIIAAAggg4LcAQZzf9aV3CCCAAAIIIIAAAggggAACCCCAAAKWCBDEWVIImoEAAggggAACCCCAAAIIIIAAAggg4LcAQZzf9aV3CCCAAAIIIIAAAggggAACCCCAAAKWCBDEWVIImoEAAggggAACCCCAAAIIIIAAAggg4LcAQVyL9Z0/f76ZN2+e6d27d4t78DIEEEAAAQQQQAABBBBAAAEEEEAAAQT+T4AgrsXRcMMNN5gLL7zQ6E82BBBAAAEEEEAAAQQQQAABBBBAAAEE2hUgiEsQmzp1qjnwwAPNrFmzTN++fQni2h1hvB4BBBBAAAEEEEAAAQQQQAABBBBAIBIgiEsYCJ9++ql59913zcSJE81VV11FEMcPDgIIIIAAAggggAACCCCAAAIIIIBAKgGCuBbZJkyYYMaNG0cQ16IXL0MAAQQQQAABBBBAAAEEEEAAAQQQ6CxAENfiiCCIaxGKlyGAAAIIIIAAAggggAACCCCAAAIINBQgiGtxYIQcxOny3I8++sj079+/RS1ehoC9AnoC8owZM8zAgQPtbSQtQyBB4IMPPjCLLLKI6dWrF1YIOCmgeUWPHj1Mnz59nGw/jQ5H4LPPPjMzZ840AwYMCKfT9NQ7AeYN3pWUDjkuQBDXYgEJ4gjiWhwqvMxyAYI4ywtE81oSYELdEhMvsliAIM7i4tC0TgIEcQwIHwSYN/hQRfrgkwBBXEI19aFdK8IUxF100UXmmmuuMT179gxqFQIr4nz6kacvBHGMAR8EmFD7UMWw+0AQF3b9Xeo9QZxL1aKtzQSYNzA2ELBLgCAuoR6TJ082++67b6dXrb322ubkk0+2q5IFtoYgrkBcDl26AEFc6eScsAABJtQFoHLIUgUI4krl5mQZBAjiMuCxqzUCzBusKQUNQSASIIhjICQKEMQlEvEChwQI4hwqFk1tKsCEmsHhugBBnOsVDKf9BHHh1NrnnjJv8Lm69M1FAYI4F6tWcpsJ4koG53SFChDEFcrLwUsSYEJdEjSnKUyAIK4wWg6cswBBXM6gHK4SAeYNlbBzUgSaChDEMTgSBQjiEol4gUMCBHEOFYumNhVgQs3gcF2AIM71CobTfoK4cGrtc0+ZN/hcXfrmogBBnItVK7nNBHElg3O6QgUI4grl5eAlCTChLgma0xQmQBBXGC0HzlmAIC5nUA5XiQDzhkrYOSkCTQUI4hgciQIEcYlEvMAhAYI4h4pFU5sKMKFmcLguQBDnegXDaT9BXDi19rmnzBt8ri59c1GAIM7FqpXcZoK4ksE5XaECBHGF8nLwkgSYUJcEzWkKEyCIK4yWA+csQBCXMyiHq0SAeUMl7JwUgaYCBHEMjkQBgrhEIl7gkABBnEPFoqlNBZhQMzhcFyCIc72C4bSfIC6cWvvcU+YNPleXvrkoQBDnYtVKbjNBXMngnK5QAYK4Qnk5eEkCTKhLguY0hQkQxBVGy4FzFiCIyxmUw1UiwLyhEnZOikBTAYI4BkeiAEFcIhEvcEiAIM6hYtHUpgJMqBkcrgsQxLlewXDaTxAXTq197inzBp+rS99cFCCIc7FqJbeZIK5kcE5XqABBXKG8HLwkASbUJUFzmsIECOIKo+XAOQsQxOUMyuEqEWDeUAk7J0WgqQBBHIMjUYAgLpGIFzgkQBDnULFoalMBJtQMDtcFCOJcr2A47SeIC6fWPveUeYPP1aVvLgoQxLlYtZLbTBBXMjinK1SAIK5QXg5ekgAT6pKgOU1hAgRxhdFy4JwFCOJyBuVwlQgwb6iEnZMi0FSAII7BkShAEJdIxAscEiCIc6hYNLWpABNqBofrAgRxrlcwnPYTxIVTa597yrzB5+rSNxcFCOJcrFrJbSaIKxmc0xUqQBBXKC8HL0mACXVJ0JymMAGCuMJoOXDOAgRxOYNyuEoEmDdUws5JEWgqQBDH4EgUIIhLJOIFDgkQxDlULJraVIAJNYPDdQGCONcrGE77CeLCqbXPPWXe4HN16ZuLAgRxLlat5DYTxJUMzukKFSCIK5SXg5ckwIS6JGhOU5gAQVxhtBw4ZwGCuJxBOVwlAswbKmHnpAg0FSCIY3AkChDEJRLxAocECOIcKhZNbSrAhJrB4boAQZzrFQyn/QRx4dTa554yb/C5uvTNRQGCOBerVnKbCeJKBud0hQoQxBXKy8FLEmBCXRI0pylMgCCuMFoOnLMAQVzOoByuEgHmDZWwc1IEmgoQxDE4EgUI4hJ3t/q3AAAgAElEQVSJeIFDAgRxDhWLpjYVYELN4HBdgCDO9QqG036CuHBq7XNPmTf4XF365qIAQZyLVSu5zQRxJYNzukIFCOIK5eXgJQkwoS4JmtMUJkAQVxgtB85ZgCAuZ1AOV4kA84ZK2DkpAk0FCOIYHIkCBHGJRLzAIQGCOIeKRVObCjChZnC4LkAQ53oFw2k/QVw4tfa5p8wbfK4ufXNRgCDOxaqV3GaCuJLBOV2hAgRxhfJy8JIEmFCXBM1pChMgiCuMlgPnLEAQlzMoh6tEgHlDJeycFIGmAgRxDI5EAYK4RCJe4JAAQZxDxaKpTQWYUDM4XBcgiHO9guG0nyAunFr73FPmDT5Xl765KEAQ52LVSm4zQVzJ4JyuUAGCuEJ5OXhJAkyoS4LmNIUJEMQVRsuBcxYgiMsZlMNVIsC8oRJ2TopAUwGCOAZHogBBXCIRL3BIgCDOoWLR1KYCTKgZHK4LEMS5XsFw2k8QF06tfe4p8wafq0vfXBQgiHOxaiW3mSCuZHBOV6gAQVyhvBy8JAEm1CVBc5rCBAjiCqPlwDkLEMTlDMrhKhFg3lAJOydFoKkAQRyDI1GAIC6RiBc4JEAQ51CxaGpTASbUDA7XBQjiXK9gOO0niAun1j73lHmDz9Wlby4KEMS5WLWS20wQVzI4pytUgCCuUF4OXpIAE+qSoDlNYQIEcYXRcuCcBQjicgblcJUIMG+ohJ2TItBUgCCOwZEoQBCXSMQLHBIgiHOoWDS1qQATagaH6wIEca5XMJz2E8SFU2ufe8q8wefq0jcXBQjiXKxayW0miCsZnNMVKkAQVygvBy9JgAl1SdCcpjABgrjCaDlwzgIEcTmDcrhKBJg3VMLOSRFoKkAQx+BIFCCISyTiBQ4JEMQ5VCya2lSACTWDw3UBgjjXKxhO+wniwqm1zz1l3uBzdembiwIEcS5WreQ2E8SVDM7pChUgiCuUl4OXJMCEuiRoTlOYAEFcYbQcOGcBgricQTlcJQLMGyph56QINBUgiGNwJAoQxCUS8QKHBAjiHCoWTW0qwISaweG6AEGc6xUMp/0EceHU2ueeMm/wubr0zUUBgjgXq1ZymwniSgbndIUKEMQVysvBSxJgQl0SNKcpTIAgrjBaDpyzAEFczqAcrhIB5g2VsHNSBJoKEMQxOBIFCOISiXiBQwIEcQ4Vi6Y2FWBCzeBwXYAgzvUKhtN+grhwau1zT5k3+Fxd+uaiQLBB3Jw5c8z06dPNEkssYXr06OFi7UprM0FcadScqAQBgrgSkDlF4QJMqAsn5gQFCxDEFQzM4XMTIIjLjZIDVSjAvKFCfE6NQAOB4II4fQg/99xzzXXXXRdxLLjgguaEE04wa6yxRsMBcvvtt5uxY8d2+bfx48ebhRZaKIhBRRAXRJmD6SRBXDCl9rqjTKi9Lm8QnSOIC6LMXnSSIM6LMgbfCeYNwQ8BACwTCC6Ie+yxx8xhhx1mTj75ZLPaaquZs88+29xzzz3m+uuvb7gy7rbbbjNnnHGGGTduXKfSDR8+PJiVdARxlv3U0pxMAgRxmfjY2RIBJtSWFIJmpBYgiEtNx44lCxDElQzO6QoRYN5QCCsHRSC1QHBB3GmnnWaee+45c/7550dob7/9ttl1113NWWedZUaMGNEFUkGcwrqbbropNbLrOxLEuV5B2l8rQBDHePBBgAm1D1UMuw8EcWHX36XeE8S5VC3a2kyAeQNjAwG7BIIL4g499FAzYMAAc9RRR3VUYosttjBHHHGE2WyzzRoGcaeeeqpZd911o8tY11lnHTNy5EjTu3dvuypZYGsI4grE5dClCxDElU7OCQsQYEJdACqHLFWAIK5Ubk6WQYAgLgMeu1ojwLzBmlLQEAQigeCCuL333tssv/zy5pBDDukYAgrW9ttvP7P11lt3GRZPPPGEueWWW6Lw7vXXXzf333+/2WSTTTqCvI8//tj7oaQJyNy5c4O5J573BQ28gwri9HPbt2/fwCXovssCGsP6cqhnz54ud4O2ByygeYW2BRZYIGAFuu6CgOYNn3zyienTp48LzaWNCDQUYN7AwMhbgPfEbKLBBXFaETdw4EBz5JFHdsh1tyKunvfqq6825513nrn55pujVXGNgjj9wo63Rk9k7e7fa/8tSkrrnuga/3uzJ7129+9p2xUHcfrQ16xfWdqdtl1xW/LwLLtfrXplbVe7+9varka1bufno75f9RNqV/rd7P2g3Tq365n38V3xTup3lfXQk78VYNQGcXJVm+I/639/tfrvaffLet6892+1v3mft/bnq8h6ZJv+Vb+3gjj5hHSFQfXqtCCNAEFcGjX2sU1Ac9/6eYNtbaQ9bgkQxGWrV3BBnO4RN2XKlI6HL7z11ltmt912a3qPuHpePdjhuOOOMzfeeGMw34xxaWq2HzL2tkuAS1PtqgetSSfAJSbp3NjLHgEuTbWnFrSkewEuTWWE+CDAvMGHKtIHnwSCC+IeffRRM2bMmOipqauvvro588wzzb333tvx1NSLL744eoqq/tR2+eWXm5VWWsmsuuqqZsaMGebwww+Pvr294IILfBoH3faFIC6YUgfRUYK4IMrsfSeZUHtfYu87SBDnfYm96SBBnDelDLojzBuCLj+dt1AguCBOH8LPOeccM378+KgcvXr1MieeeKJZa621ov8eO3asufPOO6P7wmk7/fTTO/6//nvo0KHR65dZZhkLy1lMkwjiinHlqNUIEMRV485Z8xVgQp2vJ0crX4AgrnxzzphOgCAunRt72SXAvMGuetAaBIIL4uKS695u06ZNM8OGDetyH7b6YaHXvvPOO6Zfv35m0KBBwY0agrjgSu51hwnivC5vMJ1jQh1Mqb3tKEGct6X1rmMEcd6VNMgOMW8Isux02mKBYIM4i2tiXdMI4qwrCQ3KIEAQlwGPXa0RYEJtTSloSEoBgriUcOxWugBBXOnknLAAAeYNBaBySAQyCBDEZcALZVeCuFAqHUY/CeLCqLPvvWRC7XuF/e8fQZz/NfalhwRxvlQy7H4wbwi7/vTePgGCOPtqYl2LCOKsKwkNyiBAEJcBj12tEWBCbU0paEhKAYK4lHDsVroAQVzp5JywAAHmDQWgckgEMggQxGXAC2VXgrhQKh1GPwniwqiz771kQu17hf3vH0Gc/zX2pYcEcb5UMux+MG8Iu/703j4Bgjj7amJdiwjirCsJDcogQBCXAY9drRFgQm1NKWhISgGCuJRw7Fa6AEFc6eScsAAB5g0FoHJIBDIIEMRlwAtlV4K4UCodRj8J4sKos++9ZELte4X97x9BnP819qWHBHG+VDLsfjBvCLv+9N4+AYI4+2piXYsI4qwrCQ3KIEAQlwGPXa0RYEJtTSloSEoBgriUcOxWugBBXOnknLAAAeYNBaBySAQyCBDEZcALZVeCuFAqHUY/CeLCqLPvvWRC7XuF/e8fQZz/NfalhwRxvlQy7H4wbwi7/vTePgGCOPtqYl2LCOKsKwkNyiBAEJcBj12tEWBCbU0paEhKAYK4lHDsVroAQVzp5JywAAHmDQWgckgEMggQxGXAC2VXgrhQKh1GPwniwqiz771kQu17hf3vH0Gc/zX2pYcEcb5UMux+MG8Iu/703j4Bgjj7amJdiwjirCsJDcogQBCXAY9drRFgQm1NKWhISgGCuJRw7Fa6AEFc6eScsAAB5g0FoHJIBDIIEMRlwAtlV4K4UCodRj8J4sKos++9ZELte4X97x9BnP819qWHBHG+VDLsfjBvCLv+9N4+AYI4+2piXYsI4qwrCQ3KIEAQlwGPXa0RYEJtTSloSEoBgriUcOxWugBBXOnknLAAAeYNBaBySAQyCBDEZcALZVeCuFAqHUY/CeLCqLPvvWRC7XuF/e8fQZz/NfalhwRxvlQy7H4wbwi7/vTePgGCOPtqYl2LCOKsKwkNyiBAEJcBj12tEWBCbU0paEhKAYK4lHDsVroAQVzp5JywAAHmDQWgckgEMggQxGXAC2VXgrhQKh1GPwniwqiz771kQu17hf3vH0Gc/zX2pYcEcb5UMux+MG8Iu/703j4Bgjj7amJdiwjirCsJDcogQBCXAY9drRFgQm1NKWhISgGCuJRw7Fa6AEFc6eScsAAB5g0FoHJIBDIIEMRlwAtlV4K4UCodRj8J4sKos++9ZELte4X97x9BnP819qWHBHG+VDLsfjBvCLv+9N4+AYI4+2piXYsI4qwrCQ3KIEAQlwGPXa0RYEJtTSloSEoBgriUcOxWugBBXOnknLAAAeYNBaBySAQyCBDEZcALZVeCuFAqHUY/CeLCqLPvvWRC7XuF/e8fQZz/NfalhwRxvlQy7H4wbwi7/vTePgGCOPtqYl2LCOKsKwkNyiBAEJcBj12tEWBCbU0paEhKAYK4lHDsVroAQVzp5JywAAHmDQWgckgEMggQxGXAC2VXgrhQKh1GPwniwqiz771kQu17hf3vH0Gc/zX2pYcEcb5UMux+MG8Iu/703j4Bgjj7amJdiwjirCsJDcogQBCXAY9drRFgQm1NKWhISgGCuJRw7Fa6AEFc6eScsAAB5g0FoHJIBDIIEMRlwAtlV4K4UCodRj8J4sKos++9ZELte4X97x9BnP819qWHBHG+VDLsfjBvCLv+9N4+AYI4+2piXYsI4qwrCQ3KIEAQlwGPXa0RYEJtTSloSEoBgriUcOxWugBBXOnknLAAAeYNBaBySAQyCBDEZcALZVeCuFAqHUY/CeLCqLPvvWRC7XuF/e8fQZz/NfalhwRxvlQy7H4wbwi7/vTePgGCOPtqYl2LCOKsKwkNyiBAEJcBj12tEWBCbU0paEhKAYK4lHDsVroAQVzp5JywAAHmDQWgckgEMggQxGXAC2VXgrhQKh1GPwniwqiz771kQu17hf3vH0Gc/zX2pYcEcb5UMux+MG8Iu/703j4Bgjj7amJdiwjirCsJDcogQBCXAY9drRFgQm1NKWhISgGCuJRw7Fa6AEFc6eScsAAB5g0FoHJIBDIIEMRlwAtlV4K4UCodRj8J4sKos++9ZELte4X97x9BnP819qWHBHG+VDLsfjBvCLv+9N4+AYI4+2piXYsI4qwrCQ3KIEAQlwGPXa0RYEJtTSloSEoBgriUcOxWugBBXOnknLAAAeYNBaBySAQyCBDEZcALZVeCuFAqHUY/CeLCqLPvvWRC7XuF/e8fQZz/NfalhwRxvlQy7H4wbwi7/vTePgGCOPtqYl2LCOKsKwkNyiBAEJcBj12tEWBCbU0paEhKAYK4lHDsVroAQVzp5JywAAHmDQWgckgEMggQxGXAC2VXgrhQKh1GPwniwqiz771kQu17hf3vH0Gc/zX2pYcEcb5UMux+MG8Iu/703j4BgrgWazJz5kwzd+5cM3jw4Bb38OdlBHH+1JKeGEMQxyjwQYAJtQ9VDLsPBHFh19+l3hPEuVQt2tpMgHkDYwMBuwQI4hLqMXv2bDNmzBgzadKk6JVDhw41Z5xxhhkyZIhdlSywNQRxBeJy6NIFCOJKJ+eEBQgwoS4AlUOWKkAQVyo3J8sgQBCXAY9drRFg3mBNKWgIApEAQVzCQLjgggvMTTfdZM477zyz8MILm/33398ss8wy5rjjjgtmCCmI+3DWbDNwwKLB9Lmqjs77bL7p1bNHVacP4rwK4qZNf98sNnhQEP0tu5Offjbf9GYMF84+/f0ZZtH+/UyvXr0KP1doJ/hs/nzTswfvw0XXnSCuaGGOn5eAgrj3Z3xgBg8amNchOU4TAeYQxQ0N5g3F2dYemc9y5Tj7cBaCuIQq7rLLLmbTTTc1e+21V/TKm2++OVoRd9ttt5keAUzUf/n3J8yN/3ndzP7kU7PysEXN6G+sYLYaMdSHsW9VH44b/7S5+pFXzQcfzzVfWHwR8/NNlzc7rL20VW30oTGn3fasueKhl820D+eYpQctbEZt/AWzx1c/70PXKu/D5Q9ONeff84J5ZfpsM2jhBc3OX1nWHLbVSpW3y7cGXPvYa+Z3d00xL7z9oenfp7f57tpLm19vM8K3blbSn4denGZOuvkZ8/gr75sFe/U0W6wy1IzdcTWz8IKEnXkW5Jk3PjDHjn/aPPj8e9EXT5ustIQ5YftVzdABffI8TfDHenX6R+bo6540905+x8ybP99s+MXFzTHbjjArLNEveJt2AMbeMslc+e9XzPRZc8wygxc2e228nNlt/eHtHILXtiDw+7ummEv/OdW8PfNjs+SifcyPNvi82XuTL7awJy9JEtDni3P/McW8+M4ss2jfBcyOay9tjt56laTd+Pc2BW596k1z1sTJZtKbH5iFF+xttll9KXPyd7/c5lF4eUgCBHEJ1R45cqQZPXq00Z/annrqqei/r776ajNgwACvx8o5d0w2Z9z+XKc+LrJQb/PIUd8wfRbgg0lexVeAcdR1T3Y53AO/3NwsNbBvXqcJ/jjj//uG2e8vj3ZxmHDg18wqw1jtmWWAPPvWTLPVmfd0OcTZO69ptltjqSyHZt8agbdnfmK+csLELia/3nZE9KGFLZvAZqf9w7z47qxOB9l1veHmhO+smu3A7N1JYMc/PGAenjq90999c9Wh5g+7rY1UjgI/veRhM/GZtzod8avLLWau2Gv9HM/i96Gue/w1M/rKx7t08raDNjYrLtnf786X2Lt7J79rdr/oX13OeOVe65v1l1usxJb4d6rX3v/IbHjynV06dsJ3vmx2XW9Z/zpcUY8+njvPrH38RDPrk087teAXW6xoDvj6ChW1itPaLkAQ102FdAnblltuaY444giz2WabRa+cMmWK2Weffcwll1xillpqKXPZZZfZXuPU7fvT1P7m+Q8XSL0/OyKAAAIIIIAAAggggAACCCAQmsDy/eaaHw6f6W23d999d2/7VkbHCOISlLUS7qCDDjJbbbVV9Mr6FXGXXnppGXWq5ByXTF3UPD+LIK4SfE6KAAIIIIAAAggggAACCCDgpMDyi8w1ewz/wMm2t9LoPfbYo5WX8ZomAgRxCUND94jTarhRo0ZFrwzpHnFn3zHZnNng0tSHj+TS1DzfUXRp6tHXd7009f4xXJqap7MuTd3/iq6Xpt60/9fMKktxaWoW62ffnGlGnt310tSzdlrDbLfG57Icmn1rBN7+4GOz3kl3dDE5ZhsuTc1joGx+etdLU3dZb1lzwvbc4yUP3/gYO457wDxSd2nqyBFcmpqnsY7100sfNnfUXZqqy/yuGMWlqa1a69LUg/7a9dLUW0dzaWqrhq28Tvcx3OOPD3V56V9GrW90OTVbegFdmrrRKV0vTT1++1WNbr3Alo/AR3PnmXWOn2hmz+HS1HxEwzgKQVxCnc8//3wzYcIEoz/11NT99tsvqKemjrnmv///YQ1z5pmVh/Y3o7dY0WjCzJavwLE3Pm2ufvRV88FH/3tYw2bLRzdTZctX4NRb//ewhll6WENfM+pry5kfcm+tXJAv08Ma7q59WMMyZszIlXM5Ngf5P4G/P6qHNUw2L7wz6/8/rGGtpc1vtuVhDXmMkX+98J456eZJ//ewhhFLmrE7rGZ0b1S2/AT0sIbf3Pi0efCF/z2sYcUhRvcrGsbDGvJDNsa8Mm129CXfPc+9a/Qk4A2XX9wcs80q3NusTeVT9LCGh14202fP7XhYw+48rKFNxeSX6yFElz7wktG9UOOHNeyzKQ9rSJZLfsXfHv7fwxrenWUW7bOA2XGdpc2veFhDMlybr7jlST2s4Tkz6c2Z0UOe9LCGU3ZYrc2j8PKQBAjiEqr94YcfmsMOO8xMnjw5euUSSyxhzjzzzOjPULZPP/3UzJw12wwawKqhoms+d95nZoFePYs+TdDH170f3532vhmy2KCgHYrqPGO4KNnOx31v+gwzcNF+plcvHpyTt/i8z+ZHT/NkK1Zg1uzZplfPnqZPH56WWqy0MfPnG9ODIZ2a+bPPPjPT3v/ALD54YOpjsGNrAswhWnNK8yrmDWnU2t/n03nzTe9evOG2LxfeHgRxLdZ8xowZZs6cOWbIkCEt7uHPyxTEffTRR6Z/f54Q5U9Vw+2Jgjj9PA8cyIQ63FHgfs8/+OADs8giixDEuV/KYHugeUWPHj0I4oIdAe50XEHczJkzzYABA9xpNC1FoE6AeQNDAgG7BAji7KqHla0hiLOyLDQqpQBBXEo4drNKgAm1VeWgMSkECOJSoLFLJQIEcZWwc9KcBZg35AzK4RDIKEAQlxEwhN0J4kKocjh9JIgLp9Y+95QJtc/VDaNvBHFh1NmHXhLE+VBF+sC8gTGAgF0CBHF21cPK1hDEWVkWGpVSgCAuJRy7WSXAhNqqctCYFAIEcSnQ2KUSAYK4Stg5ac4CzBtyBuVwCGQUIIjLCBjC7gRxIVQ5nD4SxIVTa597yoTa5+qG0TeCuDDq7EMvCeJ8qCJ9YN7AGEDALgGCOLvqYWVrCOKsLAuNSilAEJcSjt2sEmBCbVU5aEwKAYK4FGjsUokAQVwl7Jw0ZwHmDTmDcjgEMgoQxGUEDGF3grgQqhxOHwniwqm1zz1lQu1zdcPoG0FcGHX2oZcEcT5UkT4wb2AMIGCXAEGcXfWwsjUEcVaWhUalFCCISwnHblYJMKG2qhw0JoUAQVwKNHapRIAgrhJ2TpqzAPOGnEE5HAIZBQjiMgKGsDtBXAhVDqePBHHh1NrnnjKh9rm6YfSNIC6MOvvQS4I4H6pIH5g3MAYQsEuAIM6ueljZGoI4K8tCo1IKEMSlhGM3qwSYUFtVDhqTQoAgLgUau1QiQBBXCTsnzVmAeUPOoBwOgYwCBHEZAUPYnSAuhCqH00eCuHBq7XNPmVD7XN0w+kYQF0adfeglQZwPVaQPzBsYAwjYJUAQZ1c9rGwNQZyVZaFRKQUI4lLCsZtVAkyorSoHjUkhQBCXAo1dKhEgiKuEnZPmLMC8IWdQDodARgGCuIyAIexOEBdClcPpI0FcOLX2uadMqH2ubhh9I4gLo84+9JIgzocq0gfmDYwBBOwSIIizqx5WtoYgzsqy0KiUAgRxKeHYzSoBJtRWlYPGpBAgiEuBxi6VCBDEVcLOSXMWYN6QMyiHQyCjAEFcRsAQdieIC6HK4fSRIC6cWvvcUybUPlc3jL4RxIVRZx96SRDnQxXpA/MGxgACdgkQxNlVDytbQxBnZVloVEoBgriUcOxmlQATaqvKQWNSCBDEpUBjl0oECOIqYeekOQswb8gZlMMhkFGAIC4jYAi7E8SFUOVw+kgQF06tfe4pE2qfqxtG3wjiwqizD70kiPOhivSBeQNjAAG7BAji7KqHla0hiLOyLDQqpQBBXEo4drNKgAm1VeWgMSkECOJSoLFLJQIEcZWwc9KcBZg35AzK4RDIKEAQlxEwhN0J4kKocjh9JIgLp9Y+95QJtc/VDaNvBHFh1NmHXhLE+VBF+sC8gTGAgF0CBHF21cPK1hDEWVkWGpVSgCAuJRy7WSXAhNqqctCYFAIEcSnQ2KUSAYK4Stg5ac4CzBtyBuVwCGQUIIjLCBjC7gRxIVQ5nD4SxIVTa597yoTa5+qG0TeCuDDq7EMvCeJ8qCJ9YN7AGEDALgGCOLvqYWVrCOKsLAuNSilAEJcSjt2sEmBCbVU5aEwKAYK4FGjsUokAQVwl7Jw0ZwHmDTmDcjgEMgoQxGUEDGF3grgQqhxOHwniwqm1zz1lQu1zdcPoG0FcGHX2oZcEcT5UkT4wb2AMIGCXAEGcXfWwsjUEcVaWhUalFCCISwnHblYJMKG2qhw0JoUAQVwKNHapRIAgrhJ2TpqzAPOGnEE5HAIZBQjiMgKGsDtBXAhVDqePBHHh1NrnnjKh9rm6YfSNIC6MOvvQS4I4H6pIH5g3MAYQsEuAIM6ueljZGoI4K8tCo1IKEMSlhGM3qwSYUFtVDhqTQoAgLgUau1QiQBBXCTsnzVmAeUPOoBwOgYwCBHEZAUPYnSAuhCqH00eCuHBq7XNPmVD7XN0w+kYQF0adfeglQZwPVaQPzBsYAwjYJUAQZ1c9rGwNQZyVZaFRKQUI4lLCsZtVAkyorSoHjUkhQBCXAo1dKhEgiKuEnZPmLMC8IWdQDodARgGCuIyAIexOEBdClcPpI0FcOLX2uadMqH2ubhh9I4gLo84+9JIgzocq0gfmDYwBBOwSIIizqx5WtoYgzsqy0KiUAgRxKeHYzSoBJtRWlYPGpBAgiEuBxi6VCBDEVcLOSXMWYN6QMyiHQyCjAEFcRsAQdieIC6HK4fSRIC6cWvvcUybUPlc3jL4RxIVRZx96SRDnQxXpA/MGxgACdgkQxNlVDytbQxBnZVloVEoBgriUcOxmlQATaqvKQWNSCBDEpUBjl0oECOIqYeekOQswb8gZlMMhkFGAIC4jYAi7E8SFUOVw+kgQF06tfe4pE2qfqxtG3wjiwqizD70kiPOhivSBeQNjAAG7BAji7KqHla0hiLOyLDQqpQBBXEo4drNKgAm1VeWgMSkECOJSoLFLJQIEcZWwc9KcBZg35AzK4RDIKEAQlxEwhN0J4kKocjh9JIgLp9Y+95QJtc/VDaNvBHFh1NmHXhLE+VBF+sC8gTGAgF0CwQZxM2fONHPnzjWDBw+2qyIWtoYgzsKi0KTUAgRxqenY0SIBJtQWFYOmpBIgiEvFxk4VCBDEVYDOKXMXYN6QOykHRCCTQHBB3OzZs82YMWPMpEmTIrihQ4eaM844wwwZMqQh5O23327Gjh3b5d/Gjx9vFlpooUz4ruxMEOdKpWhnKwIEca0o8RrbBZhQ214h2pckQBCXJMS/2yJAEGdLJWhHFgHmDVn02BeB/AWCC+IuuOACc9NNN5nzzjvPLLzwwmb//fc3yyyzjDnuuOMa6t52221RUDdu3LhO/z58+HDTo0eP/Cti4REJ4iwsCk1KLUAQl5qOHS0SYEJtUTFoSioBgrhUbOxUgQBBXAXonDJ3AeYNuZNyQAQyCQQXxO2yyy5m0003NbY3MoUAACAASURBVHvttVcEd/PNN0dBmwK3RsGa/v7ss8+OwrtQN4K4UCvvZ78J4vysa2i9YkIdWsX96y9BnH819bVHBHG+VjasfjFvCKve9NZ+geCCuJEjR5rRo0cb/antqaeeiv776quvNgMGDOhSMQVxp556qll33XXNggsuaNZZZ51o3969e9tf3ZxaSBCXEySHsUKAIM6KMtCIjAJMqDMCsnvlAgRxlZeABrQoQBDXIhQvs1qAeYPV5aFxAQp4E8S9/vrrRvdta7btvvvupk+fPmbLLbc0RxxxhNlss82il06ZMsXss88+5pJLLjFLLbVUl92feOIJc8stt0Qhnc5x//33m0022cQcddRR0Ws//vhj74eNJiB6sEUo98TzvqCBd1BBnH5u+/btG7gE3XdZQGNYXw717NnT5W7Q9oAFNK/QtsACCwSsQNddENC84ZNPPok+R7Ah4KoA8wZXK2dvu3lPzFYbb4K4l156yVx55ZVNNQ444IDonnBazXbQQQeZrbbaKnpt0oq4+gNq5ZzuL6dLWrUqTt/o+r4piNOqOH3oY0PABwFNRvjl4UMlw+2DPhTqPTmUe5WGW2l/e655hbaQrjDwt5p+90xB3Jw5c/hC2u8ye9875g3el7j0DrKoIRu5N0Fcqwy6R5xWw40aNSraJekecfXHveeee6IHO9x4443BfJDn0tRWRxevc0GAS1NdqBJtTBLgEpMkIf7ddgEuTbW9QrQvFuDSVMaCDwLMG3yoIn3wSSC4IO788883EyZMMPpTK+T222+/Tk9Nvfjii43CNv2p7fLLLzcrrbSSWXXVVc2MGTPM4YcfHn17q6evhrIRxIVS6TD6SRAXRp197yUTat8r7H//COL8r7EvPSSI86WSYfeDeUPY9af39gkEF8R9+OGH5rDDDjOTJ0+OqrHEEkuYM888M/pT29ixY82dd94Z3RdO2+mnn97x//XfQ4cONSeeeGIU3oWyEcSFUukw+kkQF0adfe8lE2rfK+x//wji/K+xLz0kiPOlkmH3g3lD2PWn9/YJBBfExSXQ6jbd72HIkCGJVdH9pN555x3Tr18/M2jQoMTX+/YCgjjfKhp2fwjiwq6/L71nQu1LJcPtB0FcuLV3recEca5VjPY2EmDewLhAwC6BYIM4u8pgd2sI4uyuD61rT4Agrj0vXm2nABNqO+tCq1oXIIhr3YpXVitAEFetP2fPR4B5Qz6OHAWBvAQI4vKS9Pg4BHEeFzfArhHEBVh0D7vMhNrDogbWJYK4wArucHcJ4hwuHk3vEGDewGBAwC4Bgji76mFlawjirCwLjUopQBCXEo7drBJgQm1VOWhMCgGCuBRo7FKJAEFcJeycNGcB5g05g3I4BDIKEMRlBAxhd4K4EKocTh8J4sKptc89ZULtc3XD6BtBXBh19qGXBHE+VJE+MG9gDCBglwBBnF31sLI1BHFWloVGpRQgiEsJx25WCTChtqocNCaFAEFcCjR2qUSAIK4Sdk6aswDzhpxBORwCGQUI4jIChrA7QVwIVQ6njwRx4dTa554yofa5umH0jSAujDr70EuCOB+qSB+YNzAGELBLgCDOrnpY2RqCOCvLQqNSChDEpYRjN6sEmFBbVQ4ak0KAIC4FGrtUIkAQVwk7J81ZgHlDzqAcDoGMAgRxGQFD2J0gLoQqh9NHgrhwau1zT5lQ+1zdMPpGEBdGnX3oJUGcD1WkD8wbGAMI2CVAEGdXPaxsDUGclWWhUSkFCOJSwrGbVQJMqK0qB41JIUAQlwKNXSoRIIirhJ2T5izAvCFnUA6HQEYBgriMgCHsThAXQpXD6SNBXDi19rmnTKh9rm4YfSOIC6POPvSSIM6HKtIH5g2MAQTsEiCIs6seVraGIM7KstColAIEcSnh2M0qASbUVpWDxqQQIIhLgcYulQgQxFXCzklzFmDekDMoh0MgowBBXEbAEHYniAuhyuH0kSAunFr73FMm1D5XN4y+EcSFUWcfekkQ50MV6QPzBsYAAnYJEMTZVQ8rW0MQZ2VZaFRKAYK4lHDsZpUAE2qrykFjUggQxKVAY5dKBAjiKmHnpDkLMG/IGZTDIZBRgCAuI2AIuxPEhVDlcPpIEBdOrX3uKRNqn6sbRt8I4sKosw+9JIjzoYr0gXkDYwABuwQI4uyqh5WtIYizsiw0KqUAQVxKOHazSoAJtVXloDEpBAjiUqCxSyUCBHGVsHPSnAWYN+QMyuEQyChAEJcRMITdCeJCqHI4fSSIC6fWPveUCbXP1Q2jbwRxYdTZh14SxPlQRfrAvIExgIBdAgRxdtXDytYQxFlZFhqVUoAgLiUcu1klwITaqnLQmBQCBHEp0NilEgGCuErYOWnOAswbcgblcAhkFCCIywgYwu4EcSFUOZw+EsSFU2ufe8qE2ufqhtE3grgw6uxDLwnifKgifWDewBhAwC4Bgji76mFlawjirCwLjUopQBCXEo7drBJgQm1VOWhMCgGCuBRo7FKJAEFcJeycNGcB5g05g3I4BDIKEMRlBAxhd4K4EKocTh8J4sKptc89ZULtc3XD6BtBXBh19qGXBHE+VJE+MG9gDCBglwBBnF31sLI1BHFWloVGpRQgiEsJx25WCTChtqocNCaFAEFcCjR2qUSAIK4Sdk6aswDzhpxBORwCGQUI4jIChrA7QVwIVQ6njwRx4dTa554yofa5umH0jSAujDr70EuCOB+qSB+YNzAGELBLgCDOrnpY2RqCOCvLQqNSChDEpYRjN6sEmFBbVQ4ak0KAIC4FGrtUIkAQVwk7J81ZgHlDzqAcDoGMAgRxGQFD2J0gLoQqh9NHgrhwau1zT5lQ+1zdMPpGEBdGnX3oJUGcD1WkD8wbGAMI2CVAEGdXPaxsDUGclWWhUSkFCOJSwrGbVQJMqK0qB41JIUAQlwKNXSoRIIirhJ2T5izAvCFnUA6HQEYBgriMgCHsThAXQpXD6SNBXDi19rmnTKh9rm4YfSOIC6POPvSSIM6HKtIH5g2MAQTsEiCIs6seVraGIM7KstColAIEcSnh2M0qASbUVpWDxqQQIIhLgcYulQgQxFXCzklzFmDekDMoh0MgowBBXEbAEHYniAuhyuH0kSAunFr73FMm1D5XN4y+EcSFUWcfekkQ50MV6QPzBsYAAnYJEMTZVQ8rW0MQZ2VZaFRKAYK4lHDsZpUAE2qrykFjUggQxKVAY5dKBAjiKmHnpDkLMG/IGZTDIZBRgCAuI2AIuxPEhVDlcPpIEBdOrX3uKRNqn6sbRt8I4sKosw+9JIjzoYr0gXkDYwABuwQI4uyqh5WtIYizsiw0KqUAQVxKOHazSoAJtVXloDEpBAjiUqCxSyUCBHGVsHPSnAWYN+QMyuEQyChAEJcRMITdCeJCqHI4fSSIC6fWPveUCbXP1Q2jbwRxYdTZh14SxPlQRfrAvIExgIBdAgRxdtXDytYQxFlZFhqVUoAgLiUcu1klwITaqnLQmBQCBHEp0NilEgGCuErYOWnOAswbcgblcAhkFCCIywgYwu4EcSFUOZw+EsSFU2ufe8qE2ufqhtE3grgw6uxDLwnifKgifWDewBhAwC4BgrgW66EP7/PmzTO9e/ducQ9/XkYQ508t6YkxBHGMAh8EmFD7UMWw+0AQF3b9Xeo9QZxL1aKtzQSYNzA2ELBLgCCuxXrccMMN5sILLzT6M7SNIC60ivvdX4I4v+sbSu+YUIdSaX/7SRDnb2196xlBnG8VDbM/zBvCrDu9tleAIC6hNlOnTjUHHnigmTVrlunbty9BnL1jmZYh0JIAQVxLTLzIcgEm1JYXiOYlChDEJRLxAksECOIsKQTNyCTAvCETHzsjkLsAQVwCqVaDvfvuu2bixInmqquuIojLfQhyQATKFSCIK9ebsxUjwIS6GFeOWp4AQVx51pwpmwBBXDY/9rZDgHmDHXWgFQjEAgRxLY6FCRMmmHHjxhHEtejFyxCwVYAgztbK0K52BJhQt6PFa20UIIizsSq0qZEAQRzjwgcB5g0+VJE++CQQbBD3+uuvm/Hjxzet5e677x5dihpvBHEfmf79+/s09ulLoAIEcYEW3rNuM6H2rKABdocgLsCiO9plgjhHC0ezOwkwb2BAIGCXQLBB3EsvvWSuvPLKptU44IADzMILL0wQZ9d4pTUIIIAAAggggAACCCCAAAIIIICAswLBBnHtVizkFXHtWvF6BBBAAAEEEEAAAQQQQAABBBBAAIGuAgRxCaNCl7HpgQ0K4i666CJzzTXXmJ49e5pevXoxnhBAAAEEEEAAAQQQQAABBBBAAAEEEGhZgCAugWry5Mlm33337fSqtdde25x88sktI9v4whkzZpj777/ffPOb3zQ9evRo2EQFkG+//bZZbLHFzEILLdTwNe+8847p169fp/vp6YUKMN977z2zwAILmAEDBnTZt5Vj2+hGm4oXmDlzppk7d64ZNGhQ07GZRyv0M/Dxxx+bJZdcsuHh4nYMHjy4y7/r3kbTp083w4YN69LGpLGfR9s5BgISSHof1Vh86623zOKLL2569+7dCS1pnHY3xtFHIA+BpDE2Z86c6H12iSWW6PI+mzT2P/zww2hf/R7RHIUNgawCSe+ZOn6zObH+rbs5x7x586J9dS+6oUOHRl/4syFQlECR81+97+r9V3PrZp8di+oXx0XANQGCONcq1qS9I0eONPpFru3cc881K6ywQrc9e/LJJ81BBx1kbrnlloar+84//3zzt7/9reMYX/7yl82vfvUrM3DgwOjvdI+9gw8+2OjGn9rWX399c8wxx0Qf9h544AFz7LHHdrRnmWWWic6lY2hLOrYnJaEbbQrccMMN5sYbb4zGVrytttpq5vTTT2/zSN2/XJPdvffeu2Psakzr4SzbbrtttOPs2bPNmDFjzKRJk6L/1qT4jDPOMEOGDIn+e//99+/4twUXXNBsttlm5pBDDon+LWns59oRDmaVwCuvvGJ+8pOfRG3661//auIAV+P3/fffN8cdd1yu7U16H/3HP/4RfWEU/1746U9/anbaaaeWxml3YzzXTnAwKwX03qcxoE2r/zVPyHvrbowp8NA85rrrrotOq/fZE044wayxxhrRf3c39vX+/eMf/9hMmzato8mbbLKJOeKIIwg38i5ixceL33MV1P75z3/uaM1TTz1lRo8ebb7whS9EYyWPLel3e3dz4qQ5xxVXXGH++Mc/djRTD4rTeI/nzHm0n2PYKXD00UebBx980OjPjTfeuKOR8fujfodr8UdeW9JYzDL//c9//hO9z+oLlPh3x6hRo8wOO+yQV/M5DgLeCRDEeVJSffugN9i99torlyBOHySHDx9uVl99daPJjoI0vZnGHzQVZOhhFposvPHGG9GqQf1PYYZ+qWgVxqabbhqtONIHUH3Lp4m1tqRje1ISutGGwGOPPWYOO+ww84Mf/MBsv/320Xh54oknzCWXXGL+9Kc/tXGk5Jdqlee1115rtttuO7PIIotE59ATlPV3mgBfcMEF5qabbjLnnXdeNMY1IVKYHAcpv/3tb81WW21lll12WfPPf/7TnHjiiVFYqNAwaewnt45XuCoQfyhUaLD55ptHX1RoO+2006KVEHkHcd29j2ql0Xe+8x2z8847m912283ceeed5tRTT40+7GksJ43T7sa4q/Wh3a0LKAibNWuWmThxohk3blwhQVx3Yyz+faAPoXpfPfvss80999xjrr/++mhlXHdjX3Ohiy++OPo98rnPfc7ce++95vjjj49C6Tw/0LauySuLEqj98kM1Xm+99aJT6Yu0Rx99NNcgLuk9s7s5cdKcQ19C6gvBddZZJ1rlrLmQvkDRXITNb4E4iFt66aWj9y1tL7zwgvnZz34W/f+837eSxmKW+e/jjz9udBXZ17/+dbPoooua3//+99HcWv9jZZzf45jepRcgiEtvZ92eCuJ22WWXjiDu17/+tfnKV75ivvWtb0Vt1YexW2+91ZxyyikmaUVcfef0y+LNN9+MJgb6ULnjjjtGx1lrrbWil2oSpPBNk+v6TZPn3/3ud01X39Ue2zpUGlSKwNVXXx0FXzfffHOXS+jiBjz00EPRBzJd8qxxp9Au/sZYK9o01u+7775oJYQ+cGkFZ+2Tj5t1JJ7MxxMe/QwpRFaorU1t0oq42267reGlsgqfv/3tb3dMnGrPkzT2S8HlJKUIxONIwa3eBy+//PLo0oz6IE7vw3/4wx+iVXKafB9++OFmxRVXjII7jeF41ZoarWPp/Vu3EEjaat9H77rrriggVqCsYFCbvkhROKGflXbfo7sb40nt4t/dFdB84cwzz+wI4hRwaO6gFQ8KDvbcc0+j1fjaNK422mgjc/fdd0fvwd/4xjfMz3/+8y63rWimUTvG9DPz3HPPdaxm0ofHXXfd1Zx11llmxIgRXQ7R3RxiypQpZp999mnpC0p3KxVmy+P3XP2+1v9XaPzqq69GKyI33HBD8/rrr3eMoe7G7kknnRR9saa57b///e/ovXLrrbfuFrX2d7vC33bmxPVzjvoTHXroodGXkXlfDRDmKLG713rv0hcf//rXv8zYsWPNmmuuafTZTb+39Xs8npfqC2Pdo1xfsunfNCfQ+6vmxZpPaKFDPN/Vavi//OUv0Zy62a2HYpUi57/6wuTSSy+NvkCpvzWG3VWhdQiUJ0AQV5514WeqD+I0GdE3E1oRoe3vf/979E2y/tdOEKdv6L773e9Gy6Z1CV48sdUbfXy5nn5JaNKuv6vffvnLX5qXX3654b/VH7twJE5gpYAmzD/84Q/NSiutFK3k+dKXvmSWWmqpjrZq/OhDn0IKjUONtdtvv71jhcQWW2wR3Udojz32iFaGKgTRN4o6VtKmyY0m8PHlhPpgqcta4g+Y8WUuCgvr73eoy1G09F7L8XWJajtjP6ld/LtbAvGEVuPkwAMPNMsvv7w56qijOgVx8T1HFa5pHOtyqmeffTa6DYDeO+OVmZo8x+/Rte+zzUTq30c1lq+66qpo4h5vCvW0yjm+jLr2WN29RyeNcbeqRGvbEagP4i677LLothe6b6w+7GmMaewqlNN7sP780Y9+FH0g1Bd1Cpl1WWjSVj/GFETovVY/P/Gm4zd6n202h9DPo9qnSwoV1MSX2ia1hX93RyB+z1XgoN/3Co315YNCrP79+5v//ve/HUFcd2NXV3PovVmrL/Xlnv6XtHqy9j2z3Tlx/ZwjFtel2Pq5Ur/05bbmQWx+CyiI03udfue/+OKL0S1+9GXwhRdeaHQ7iTiI03uxwiytaNf40N8feeSR0W2B9AWbVmTqT22ak6688sodq/K7Eyxi/qswW7eZ0Qo5faGdFGr7XWF6h0D3AgRxHo2QooI4rSzSty76ZkNhR3zZSG0woQ9++lCpJfa1m/5bq0P0DY++oazf6o/tUTnoSpsCuvRDE2p9o61NS9v322+/KODSikp9Oxhf3qcPX1pBdM4550STVX1Iq1+hqW+pkx6qolUXBxxwQLSiTR/U9M3klltu2ekDXzzJVthcGw7q+AoH9aFTT1Suv7ly0thvk4eXWy5QG8QpXNMkWZeC6r0xvjRVKzo1juN7X2l1py4fVWCx6qqrRqt+4m/FtaLt3XffjVZjJm3176Nauazz1H4xonBDl2LrvbjV9+ikMZ7ULv7dbYH6IE4BxzPPPBP9T/MNfbmn8angov49WCuQFNjpMrvutkZjTB8qFWTXhsb6YkS/D+o/1DWbQ+gLFP0cKGDRKhN9wNXDo9j8Eah9z9UcQYGu/qf3Xa3CqQ3iuhu7CuIUMOsWLK1s9b/b25kT1885as+nIFFt1s3u9TshvtS2lTbxGjcF4iBOCya0qljjUJ+zVH+919Vemqq5qN7X9N6rW6l873vfi7740MpJXYqtz2DxZa2ak2qVZ3dbUfNf/XzovqJTp06N5jeNVuG7WS1ajUD+AgRx+ZtWdsQigjhNbjShiSfb6lyr3/7pMsHf/OY3UVihN+P6rdGxK8PjxNYI6IOZggx9g61Jh76xUyihb9f04ITaTd8Y6nKo+g+BuvmxApA48GjUOQV+moAryNOlKXGQpg98mpDrPnDaGq2I0+UBeo2CFN0MWk/mq92Sxr412DQkN4HaD4X6hlthgoIIjY04iNMqCm21AbEuydP7o74F10o6vV6TcN3DUCuCNL672xq9j7a6Iq67cZo0xnOD40DWCtQGcXpf1pcVuies7h2r9+IJEyZEKz71342+DNEXJvXBb21nm40xhcZaXacwO94arYhrZQ6hnz2tpK5dMWItOA1rS6D2PVd11lxTK9n0/qqxEQdxSWNX8wA9CCS+HUV3jWj0ntnqnLjZnKP+fFqhrxVFWt3H5rdAHMTpS4f4fnH6Qlr3t6wN4jRH1W0ttNJNAZvufakVcLpvd7yiWF/0aVW9riDR+O9uK3L+G59XK+O0ijm+N63flaR3CKQTIIhL52blXvHlfXoTX2655aLlyV/96lc7HrDQzqWpWhmkm3vrjV/fttTelyW+R1y8ckMYWqmk+7jE94iL76ule7PostbarbtjWwlLowoX0JOa6u/nFk+y9UAQ3ahb3641ugehGlf/IVATmtdee63Tk8hqO6FVErr8VJN2rZTQkwHjTYGIVuHp50db/T3i9KRg7fvJJ59Ek536EK67sV84JCeoTKA+iNPDRn7xi19ENwzXveL0Hqn3zEceeSQKibXpA6Iun9brdM8X3V9LlyTpfVMPKVGQXL/SMu5gd++j8T3iFJTEq4A0ade9j+Jvp7sbp0ljvDJkTlyqgD7Uxfd31a0ANH5rV8LrfTdtENfdGNMxFW4okNCm+89qxUh8j7h25xAa9/pipZWgpVRgTpZJoP49V1/AaRWZ5r+1QVzS2G01iGv2ntnKnLi7OUc9ggJw/QxoVVHt3CQTFjtbKVAbxClQU9Cr9zrNL+Mg7vOf/3z0ZZ3mELoUVZvmCOuuu26nB+jpywt9Ya3wq/YJrPUdL3L+W3uueHFI7dUqVhaBRiFQoQBBXIX4eZxay+315q2lzLpXi1avacmy7jegJ9boQ5+Wu+vbD/1iV+DRyj3itBJDNw/VLwlNauJN34LrPgWa0OoeHPrQqIc46JeC/qdVHPrwqHPrl4nuURdvgwcPjsKWpGPn4cIx3BLQeNGSeoUEuiRJoa6+RXv44YfNlVdeaZ5//nmj1UTxzes18dXDE/SUMS3l1wdCrY7bZpttotBOH9h0zzk90KF+mzRpUnQcXa6kP+Ob2WpsaoxqhZsCDP2pv9PlUPFTU/Xzo+Pq504BYb9+/aLDKyzRZatJY9+tqtDadgTqPxRqX61we/rpp6PJsybRul+Vgl8Fb1rppsud9Z4d3wdOT8rTCjndDF83/46fnNaoHd29j2p/vRfrPViXu9Y/NbW7capzdTfG2zHhte4J6L1VTzvv06dPtKJd74/6Mi4eu/oyRPMArdZRWJwmiEt6H9VlVrq0VSubtNpOcxitAImfmtrd2FcArp+5+J51WlmkQE+rqvXBlc0fgUbvuXHvaoO4pLHbShCX9Lu9uzlx0pxDbdXvA6120u0ItCJaP388NdWfsdqsJ7VBXO1raoM4zXH1ZYI+Y+nWKZoX673x+9//fkcQd8cdd0R/p9tPxJ8BG50zaSxmmf/qvLqljOblmhPrfVs/e/psqs+LbAgg0FWAIM7xURGvqFA3FCLog9vmm28e9Uo3/lR4oSeY6Vs1rczQJFsf+uLL7Zp946bVE7Nmzeqio4mBvp3RsXVpXvwaPe1Pl6Bo9cWxxx4bTZrrN10aEj+5r7tjO14Smp9CQL+sFcYpgIs3jWd9GIufzKuVGLqBrcIKbfqFrw+IGo/60KUnSSmA0KYbhGvsN3pSk0I2TRDqt/iSFv1M6b5G+tZQm0JuvV5/xisz6vfVufXBNGnsp6BhF0cE4g+FupRaY1Ob7sGiJ5vFQZz+Tk8304RVm96Xda9Djd9408+BPvTFT11t1v2k9+h4Yh7vr4f3aLWntu7GqT4Qxg/4qT13PMYdKQfNTCkQX3qn3b/4xS9G92nTlyNahabf+Zo7aFNooA91eg/WTe41hmtXyetLOn1hoXu41W9J76M6l+7/qRV58c+JgrT4d0F3Y18r7RRkxL8LtL/Gs8JlNr8EGr3nxj2sDeKSxq6COH0xF6+Cb6SU9Lu9uzlx0pxDl2DrPszxpssS9cWNvgBk81tAQZxWsmkeULvVBnGam2ruG6+k1+vnzp0bfWmnS1O16TYAWlWf9F6XNBazzH/VPrUz3vr27RvNwzfYYAO/i0jvEMggQBCXAc+WXfXttb5hVnDRaNOKNT3dtIgl7ppQ6xuYeGWQLSa0w00BTT503zUFGY3GlCbU+sZYoUDtE0zjS1O1elPfJOt/WTeF1vowFz8ZOOvx2B+BWEDv2bpsQ6soi3hfjs+jIES3LNClsdyonvHXqsDMmTOjlXCN3oP1/qvVDs3mG62eo5XX6edEXyQOGzasY+VyK/vp94RueK8v/LRvoy9kWjkOr/FLoIyxm3ZOrLmG9tXPXP3tLvyqAr1JK6CQTF801D40LD6WHnamUK/21gFpz6P90s5/9UW5fs70Hqx5R3zFSZa2sC8CPgsQxPlcXfqGQCAC9feIC6TbdBMBBBBAAAEEEEAgYAHdQmXxxRfv9uE4AfPQdQSsFSCIs7Y0NAwBBFoV0KV8uqROExE2BBBAAAEEEEAAAQR8F9DKd82BdQuMRqvlfO8//UPAZQGCOJerR9sRQAABBBBAAAEEEEAAAQQQQAABBJwRIIhzplQ0FAEEEEAAAQQQQAABBBBAAAEEEEDAZQGCOJerR9sRQAABBBBAAAEEEEAAAQQQQAABBJwRIIhzplQ0FAEEEEAAAQQQQAABBBBAAAEEEEDAZQGCOJerR9sRQAABBBBAAAEEEEAAAQQQQAABBJwRIIhzplQ0FAEEEEAAAQQQQAABBBBAAAEEO+JRpQAABoBJREFUEEDAZQGCOJerR9sRQAABBBBAAAEEEEAAAQQQQAABBJwRIIhzplQ0FAEEEEAAAQQQQAABBBBAAAEEEEDAZQGCOJerR9sRQAABBBBAAAEEEEAAAQQQQAABBJwRIIhzplQ0FAEEEEAAAQQQQAABBBBAAAEEEEDAZQGCOJerR9sRQAABBBBAAAEEEEAAAQQQQAABBJwRIIhzplQ0FAEEEEAAAQQQQAABBBBAAAEEEEDAZQGCOJerR9sRQAABBBBAAAEEEEAAAQQQQAABBJwRIIhzplQ0FAEEEEAAAQQQQAABBBBAAAEEEEDAZQGCOJerR9sRQAABBBBAAAEEEEAAAQQQQAABBJwRIIhzplQ0FAEEEEAAAQQQQAABBBBAAAEEEEDAZQGCOJerR9sRQAABBBBAAAEEEEAAAQQQQAABBJwRIIhzplQ0FAEEEEAAAQQQQAABBBBAAAEEEEDAZQGCOJerR9sRQAABBBBAAAEEEEAAAQQQQAABBJwRIIhzplQ0FAEEEEAAAQQQQAABBBBAAAEEEEDAZQGCOJerR9sRQAABBBBAAAEEEEAAAQQQQAABBJwRIIhzplQ0FAEEEEAAAQQQQAABBBBAAAEEEEDAZQGCOJerR9sRQAABBBBAAAEEEEAAAQQQQAABBJwRIIhzplQ0FAEEEEAAAQQQQAABBBBAAAEEEEDAZQGCOJerR9sRQAABBBBAAAEEEEAAAQQQQAABBJwRIIhzplQ0FAEEEEAAAQQQQAABBBBAAAEEEEDAZQGCOJerR9sRQAABBBBAAAEEEEAAAQQQQAABBJwRIIhzplQ0FAEEEEAAAQQQQAABBBBAAAEEEEDAZQGCOJerR9sRQAABBBBAAAEEEEAAAQQQQAABBJwRIIhzplQ0FAEEEEAAAQQQQAABBBBAAAEEEEDAZQGCOJerR9sRQAABBBBAAAEEEEAAAQQQQAABBJwRIIhzplQ0FAEEEEAAAQQQQAABBBBAAAEEEEDAZQGCOJerR9sRQAABBBBAAAEEEEAAAQQQQAABBJwRIIhzplQ0FAEEEEAAAQQQQAABBBBAAAEEEEDAZQGCOJerR9sRQAABBBBAAAEEEEAAAQQQQAABBJwRIIhzplQ0FAEEEEAAAQQQQAABBBBAAAEEEEDAZQGCOJerR9sRQAABBBBAAAEEEEAAAQQQQAABBJwRIIhzplQ0FAEEEEAAAQQQQAABBBBAAAEEEEDAZQGCOJerR9sRQAABBBBAAAEEEEAAAQQQQAABBJwRIIhzplQ0FAEEEEAAAQQQQAABBBBAAAEEEEDAZQGCOJerR9sRQAABBBBAAAEEEEAAAQQQQAABBJwRIIhzplQ0FAEEEEAAAQQQQAABBBBAAAEEEEDAZQGCOJerR9sRQAABBBBAAAEEEEAAAQQQQAABBJwRIIhzplQ0FAEEEEAAAQQQQAABBBBAAAEEEEDAZQGCOJerR9sRQAABBBBAAAEEEEAAAQQQQAABBJwRIIhzplQ0FAEEEEAAAQQQQAABBBBAAAEEEEDAZQGCOJerR9sRQAABBBBAAAEEEEAAAQQQQAABBJwRIIhzplQ0FAEEEEAAAQQQQAABBBBAAAEEEEDAZQGCOJerR9sRQAABBBBAAAEEEEAAAQQQQAABBJwRIIhzplQ0FAEEEEAAAQQQQAABBBBAAAEEEEDAZQGCOJerR9sRQAABBBBAAAEEEEAAAQQQQAABBJwRIIhzplQ0FAEEEEAAAQQQQAABBBBAAAEEEEDAZQGCOJerR9sRQAABBBBAAAEEEEAAAQQQQAABBJwRIIhzplQ0FAEEEEAAAQQQQAABBBBAAAEEEEDAZQGCOJerR9sRQAABBBBAAAEEEEAAAQQQQAABBJwRIIhzplQ0FAEEEEAAAQQQQAABBBBAAAEEEEDAZQGCOJerR9sRQAABBBBAAAEEEEAAAQQQQAABBJwRIIhzplQ0FAEEEEAAAQQQQAABBBBAAAEEEEDAZQGCOJerR9sRQAABBBBAAAEEEEAAAQQQQAABBJwRIIhzplQ0FAEEEEAAAQQQQAABBBBAAAEEEEDAZQGCOJerR9sRQAABBBBAAAEEEEAAAQQQQAABBJwRIIhzplQ0FAEEEEAAAQQQQAABBBBAAAEEEEDAZQGCOJerR9sRQAABBBBAAAEEEEAAAQQQQAABBJwRIIhzplQ0FAEEEEAAAQQQQAABBBBAAAEEEEDAZYH/BxLGudUBEPkvAAAAAElFTkSuQmCC"
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "openDigger.render.plotly([{ x: monthes, y: repoCountTrend, type: 'scatter' }], { title: 'XSOSI Repo Count Trending' });"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3faffef9-50a9-43f2-9efc-ac138624d0bd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "type": "scatter",
         "x": [
          "2022-7",
          "2022-8",
          "2022-9",
          "2022-10",
          "2022-11",
          "2022-12",
          "2023-1",
          "2023-2",
          "2023-3",
          "2023-4",
          "2023-5",
          "2023-6"
         ],
         "y": [
          144.04,
          95.75,
          153.11,
          179.01,
          181.49999999999997,
          128.8,
          111.17,
          221.53,
          183.04000000000002,
          161.48000000000002,
          142.75,
          145.75
         ]
        }
       ],
       "layout": {
        "autosize": true,
        "title": {
         "text": "XSOSI Repo Activity Trending"
        },
        "xaxis": {
         "autorange": true,
         "range": [
          "2022-06-10 22:55:17.1032",
          "2023-06-21 01:04:42.8968"
         ],
         "type": "date"
        },
        "yaxis": {
         "autorange": true,
         "range": [
          85.37009708737864,
          231.90990291262136
         ],
         "type": "linear"
        }
       }
      },
      "image/png": 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"
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "openDigger.render.plotly([{ x: monthes, y: activityTrend, type: 'scatter' }], { title: 'XSOSI Repo Activity Trending' });"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "01f59387-aeac-4533-9b7e-3a8ce47fbc91",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "type": "scatter",
         "x": [
          "2022-7",
          "2022-8",
          "2022-9",
          "2022-10",
          "2022-11",
          "2022-12",
          "2023-1",
          "2023-2",
          "2023-3",
          "2023-4",
          "2023-5",
          "2023-6"
         ],
         "y": [
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        }
       ],
       "layout": {
        "autosize": true,
        "title": {
         "text": "XSOSI Repo Stars Trending"
        },
        "xaxis": {
         "autorange": true,
         "range": [
          "2022-06-10 22:55:17.1032",
          "2023-06-21 01:04:42.8968"
         ],
         "type": "date"
        },
        "yaxis": {
         "autorange": true,
         "range": [
          3.5728155339805827,
          108.42718446601941
         ],
         "type": "linear"
        }
       }
      },
      "image/png": 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"
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "openDigger.render.plotly([{ x: monthes, y: starsTrend, type: 'scatter' }], { title: 'XSOSI Repo Stars Trending' });"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "01d8d0f6-b4e6-4fff-931d-e738f5a5f995",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "type": "scatter",
         "x": [
          "2022-7",
          "2022-8",
          "2022-9",
          "2022-10",
          "2022-11",
          "2022-12",
          "2023-1",
          "2023-2",
          "2023-3",
          "2023-4",
          "2023-5",
          "2023-6"
         ],
         "y": [
          31.55,
          29.119999999999997,
          38.96,
          43.480000000000004,
          48.82,
          47.4,
          39.54,
          61.839999999999996,
          54.019999999999996,
          50.29,
          48.31999999999999,
          47.02
         ]
        }
       ],
       "layout": {
        "autosize": true,
        "title": {
         "text": "XSOSI Repo OpenRank Trending"
        },
        "xaxis": {
         "autorange": true,
         "range": [
          "2022-06-10 22:55:17.1032",
          "2023-06-21 01:04:42.8968"
         ],
         "type": "date"
        },
        "yaxis": {
         "autorange": true,
         "range": [
          26.419805825242715,
          64.54019417475727
         ],
         "type": "linear"
        }
       }
      },
      "image/png": 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"
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "openDigger.render.plotly([{ x: monthes, y: openrankTrend, type: 'scatter' }], { title: 'XSOSI Repo OpenRank Trending' });"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d92d7dd9-15a6-4fe8-8ac9-6fcbfd7ae6ec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "type": "scatter",
         "x": [
          "2022-7",
          "2022-8",
          "2022-9",
          "2022-10",
          "2022-11",
          "2022-12",
          "2023-1",
          "2023-2",
          "2023-3",
          "2023-4",
          "2023-5",
          "2023-6"
         ],
         "y": [
          56,
          33,
          69,
          70,
          70,
          41,
          37,
          123,
          77,
          63,
          56,
          67
         ]
        }
       ],
       "layout": {
        "autosize": true,
        "title": {
         "text": "XSOSI Repo Participants Trending"
        },
        "xaxis": {
         "autorange": true,
         "range": [
          "2022-06-10 22:55:17.1032",
          "2023-06-21 01:04:42.8968"
         ],
         "type": "date"
        },
        "yaxis": {
         "autorange": true,
         "range": [
          25.57281553398058,
          130.4271844660194
         ],
         "type": "linear"
        }
       }
      },
      "image/png": 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"
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "openDigger.render.plotly([{ x: monthes, y: participantsTrend, type: 'scatter' }], { title: 'XSOSI Repo Participants Trending' });"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "13157ce5-1fb8-4f17-b581-8b94ac770d56",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "type": "scatter",
         "x": [
          "2022-7",
          "2022-8",
          "2022-9",
          "2022-10",
          "2022-11",
          "2022-12",
          "2023-1",
          "2023-2",
          "2023-3",
          "2023-4",
          "2023-5",
          "2023-6"
         ],
         "y": [
          3.94375,
          4.159999999999999,
          4.87,
          4.348000000000001,
          4.882,
          5.925,
          5.648571428571429,
          7.7299999999999995,
          4.91090909090909,
          6.28625,
          6.039999999999999,
          4.702
         ]
        }
       ],
       "layout": {
        "autosize": true,
        "title": {
         "text": "XSOSI Average OpenRank Trending"
        },
        "xaxis": {
         "autorange": true,
         "range": [
          "2022-06-10 22:55:17.1032",
          "2023-06-21 01:04:42.8968"
         ],
         "type": "date"
        },
        "yaxis": {
         "autorange": true,
         "range": [
          3.6312924757281553,
          8.042457524271844
         ],
         "type": "linear"
        }
       }
      },
      "image/png": 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"
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "openDigger.render.plotly([{ x: monthes, y: averageOpenRankTrend, type: 'scatter' }], { title: 'XSOSI Average OpenRank Trending' });"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8989bb05-f882-4cdb-a547-8b85bbd64d2b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "type": "scatter",
         "x": [
          "2022-7",
          "2022-8",
          "2022-9",
          "2022-10",
          "2022-11",
          "2022-12",
          "2023-1",
          "2023-2",
          "2023-3",
          "2023-4",
          "2023-5",
          "2023-6"
         ],
         "y": [
          18.005,
          13.678571428571429,
          19.13875,
          17.901,
          18.15,
          16.1,
          15.881428571428572,
          27.69125,
          16.64,
          20.185000000000002,
          17.84375,
          14.575
         ]
        }
       ],
       "layout": {
        "autosize": true,
        "title": {
         "text": "XSOSI Average Activity Trending"
        },
        "xaxis": {
         "autorange": true,
         "range": [
          "2022-06-10 22:55:17.1032",
          "2023-06-21 01:04:42.8968"
         ],
         "type": "date"
        },
        "yaxis": {
         "autorange": true,
         "range": [
          12.522185332871013,
          28.847636095700416
         ],
         "type": "linear"
        }
       }
      },
      "image/png": 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"
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "openDigger.render.plotly([{ x: monthes, y: averageActivityTrend, type: 'scatter' }], { title: 'XSOSI Average Activity Trending' });"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "d96b7999-a662-4ec1-951e-46ca0366f641",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "name": "will-ww",
         "type": "scatter",
         "x": [
          "2022-7",
          "2022-8",
          "2022-9",
          "2022-10",
          "2022-11",
          "2022-12",
          "2023-1",
          "2023-2",
          "2023-3",
          "2023-4",
          "2023-5",
          "2023-6"
         ],
         "y": [
          5.8316123920234375,
          5.258053762396429,
          5.61892177018453,
          4.837545177484833,
          2.429606572766338,
          1.1608484658658669,
          1.1576350818435788,
          4.017386935689917,
          10.223930219511914,
          6.188304100140379,
          0.7049179726698394,
          3.96562142790942
         ]
        },
        {
         "name": "tyn1998",
         "type": "scatter",
         "x": [
          "2022-7",
          "2022-8",
          "2022-9",
          "2022-10",
          "2022-11",
          "2022-12",
          "2023-1",
          "2023-2",
          "2023-3",
          "2023-4",
          "2023-5",
          "2023-6"
         ],
         "y": [
          5.484358204406453,
          2.6068227349811006,
          2.828435580766894,
          4.877809329449983,
          5.87963544484142,
          4.809405174325107,
          2.9455644366777736,
          8.703275480487644,
          8.15319415632058,
          6.462932149598931,
          5.324434955377903,
          5.8480405491844305
         ]
        },
        {
         "name": "frank-zsy",
         "type": "scatter",
         "x": [
          "2022-7",
          "2022-8",
          "2022-9",
          "2022-10",
          "2022-11",
          "2022-12",
          "2023-1",
          "2023-2",
          "2023-3",
          "2023-4",
          "2023-5",
          "2023-6"
         ],
         "y": [
          5.005160538106951,
          4.230722231006283,
          5.667808603124174,
          3.311703413276029,
          7.095225691000987,
          9.582714119641706,
          9.7649981214232,
          20.444604559924183,
          6.2899683743115675,
          6.09801312020031,
          5.79598966576729,
          2.1158355704630933
         ]
        },
        {
         "name": "bifenglin",
         "type": "scatter",
         "x": [
          "2022-7",
          "2022-8",
          "2022-9",
          "2022-10",
          "2022-11",
          "2022-12",
          "2023-1",
          "2023-2",
          "2023-3",
          "2023-4",
          "2023-5",
          "2023-6"
         ],
         "y": [
          1.985015390887443,
          0.9631299703923463,
          1.7412826947769315,
          2.257566804756431,
          2.503570740244153,
          0.19255979313667235,
          0.7293838832479975,
          0.14989754677344788,
          1.3897637149242896,
          0.7757557961957422,
          1.6479073680786673,
          2.438185008634028
         ]
        },
        {
         "name": "gymgym1212",
         "type": "scatter",
         "x": [
          "2022-7",
          "2022-8",
          "2022-9",
          "2022-10",
          "2022-11",
          "2022-12",
          "2023-1",
          "2023-2",
          "2023-3",
          "2023-4",
          "2023-5",
          "2023-6"
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"
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "openDigger.render.plotly(Array.from(openrankDetails.entries()).map(i => {\n",
    "    return {\n",
    "        x: monthes,\n",
    "        y: i[1],\n",
    "        type: 'scatter',\n",
    "        name: i[0],\n",
    "    };\n",
    "}), { title: 'XSOSI Developer Trending' });"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b0ff861f-ecef-4842-81c0-ea22544767f0",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "JavaScript (Node.js)",
   "language": "javascript",
   "name": "javascript"
  },
  "language_info": {
   "file_extension": ".js",
   "mimetype": "application/javascript",
   "name": "javascript",
   "version": "16.13.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
